Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 176774 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 82 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 16.2 MiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 1 |
| Dataset has 82 (< 0.1%) duplicate rows | Duplicates |
acousticness is highly correlated with energy and 1 other fields | High correlation |
danceability is highly correlated with valence | High correlation |
energy is highly correlated with acousticness and 1 other fields | High correlation |
instrumentalness is highly correlated with loudness | High correlation |
liveness is highly correlated with speechiness | High correlation |
loudness is highly correlated with acousticness and 2 other fields | High correlation |
speechiness is highly correlated with liveness | High correlation |
valence is highly correlated with danceability | High correlation |
acousticness is highly correlated with energy and 1 other fields | High correlation |
danceability is highly correlated with valence | High correlation |
energy is highly correlated with acousticness and 1 other fields | High correlation |
loudness is highly correlated with acousticness and 1 other fields | High correlation |
valence is highly correlated with danceability | High correlation |
acousticness is highly correlated with energy and 1 other fields | High correlation |
energy is highly correlated with acousticness and 1 other fields | High correlation |
loudness is highly correlated with acousticness and 1 other fields | High correlation |
energy is highly correlated with danceability and 3 other fields | High correlation |
speechiness is highly correlated with liveness | High correlation |
danceability is highly correlated with energy and 2 other fields | High correlation |
liveness is highly correlated with speechiness | High correlation |
loudness is highly correlated with energy and 3 other fields | High correlation |
acousticness is highly correlated with energy and 1 other fields | High correlation |
valence is highly correlated with energy and 2 other fields | High correlation |
Reproduction
| Analysis started | 2021-05-13 11:25:27.017929 |
|---|---|
| Analysis finished | 2021-05-13 11:25:52.892730 |
| Duration | 25.87 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
popularity
Real number (ℝ)
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.572478707 × 10-17 |
| Minimum | -2.085747303 |
|---|---|
| Maximum | 3.664364262 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 86270 |
| Negative (%) | 48.8% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | -2.085747303 |
|---|---|
| 5-th percentile | -1.913243956 |
| Q1 | -0.6482194116 |
| median | 0.04179397618 |
| Q3 | 0.731807364 |
| 95-th percentile | 1.594324099 |
| Maximum | 3.664364262 |
| Range | 5.750111565 |
| Interquartile range (IQR) | 1.380026776 |
Descriptive statistics
| Standard deviation | 1.000002828 |
|---|---|
| Coefficient of variation (CV) | -3.887312365 × 1016 |
| Kurtosis | -0.3466805846 |
| Mean | -2.572478707 × 10-17 |
| Median Absolute Deviation (MAD) | 0.6900133878 |
| Skewness | -0.130180072 |
| Sum | -4.547473509 × 10-12 |
| Variance | 1.000005657 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -2.085747303 | 6170 | 3.5% |
| 0.2717984388 | 4051 | 2.3% |
| 0.3292995544 | 4015 | 2.3% |
| 0.09929509183 | 3980 | 2.3% |
| 0.3868006701 | 3954 | 2.2% |
| 0.4443017857 | 3929 | 2.2% |
| 0.2142973231 | 3920 | 2.2% |
| -0.01570713947 | 3919 | 2.2% |
| -0.1882104864 | 3895 | 2.2% |
| -0.2457116021 | 3859 | 2.2% |
| Other values (91) | 135082 |
| Value | Count | Frequency (%) |
| -2.085747303 | 6170 | |
| -2.028246187 | 1285 | 0.7% |
| -1.970745072 | 903 | 0.5% |
| -1.913243956 | 811 | 0.5% |
| -1.85574284 | 805 | 0.5% |
| -1.798241725 | 913 | 0.5% |
| -1.740740609 | 787 | 0.4% |
| -1.683239493 | 773 | 0.4% |
| -1.625738378 | 921 | 0.5% |
| -1.568237262 | 986 | 0.6% |
| Value | Count | Frequency (%) |
| 3.664364262 | 1 | < 0.1% |
| 3.606863146 | 2 | < 0.1% |
| 3.549362031 | 1 | < 0.1% |
| 3.491860915 | 6 | < 0.1% |
| 3.434359799 | 3 | < 0.1% |
| 3.376858684 | 7 | |
| 3.319357568 | 3 | < 0.1% |
| 3.261856452 | 6 | < 0.1% |
| 3.204355337 | 10 | |
| 3.146854221 | 16 |
| Distinct | 4734 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.817068573 × 10-17 |
| Minimum | -1.103287133 |
|---|---|
| Maximum | 1.615788263 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 99553 |
| Negative (%) | 56.3% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | -1.103287133 |
|---|---|
| 5-th percentile | -1.100880233 |
| Q1 | -0.9787993441 |
| median | -0.3170484646 |
| Q3 | 1.05613921 |
| 95-th percentile | 1.569378341 |
| Maximum | 1.615788263 |
| Range | 2.719075396 |
| Interquartile range (IQR) | 2.034938554 |
Descriptive statistics
| Standard deviation | 1.000002828 |
|---|---|
| Coefficient of variation (CV) | 1.466910326 × 1016 |
| Kurtosis | -1.479488324 |
| Mean | 6.817068573 × 10-17 |
| Median Absolute Deviation (MAD) | 0.7608224118 |
| Skewness | 0.3664819982 |
| Sum | 1.20508048 × 10-11 |
| Variance | 1.000005657 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.613058267 | 813 | 0.5% |
| 1.610328272 | 673 | 0.4% |
| 1.604868281 | 640 | 0.4% |
| 1.607598276 | 622 | 0.4% |
| 1.602138286 | 566 | 0.3% |
| 1.59940829 | 549 | 0.3% |
| 1.585758313 | 490 | 0.3% |
| 1.591218304 | 487 | 0.3% |
| 1.5939483 | 474 | 0.3% |
| 1.596678295 | 472 | 0.3% |
| Other values (4724) | 170988 |
| Value | Count | Frequency (%) |
| -1.103287133 | 1 | |
| -1.103284403 | 1 | |
| -1.103284349 | 1 | |
| -1.103284185 | 1 | |
| -1.103284076 | 1 | |
| -1.103283912 | 1 | |
| -1.10328383 | 1 | |
| -1.103283666 | 1 | |
| -1.103283639 | 2 | |
| -1.103283584 | 1 |
| Value | Count | Frequency (%) |
| 1.615788263 | 243 | 0.1% |
| 1.613058267 | 813 | |
| 1.610328272 | 673 | |
| 1.607598276 | 622 | |
| 1.604868281 | 640 | |
| 1.602138286 | 566 | |
| 1.59940829 | 549 | |
| 1.596678295 | 472 | |
| 1.5939483 | 474 | |
| 1.591218304 | 487 |
| Distinct | 1295 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.675480049 × 10-16 |
| Minimum | -2.543080783 |
|---|---|
| Maximum | 2.352754892 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 82421 |
| Negative (%) | 46.6% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | -2.543080783 |
|---|---|
| 5-th percentile | -1.849228308 |
| Q1 | -0.6621680537 |
| median | 0.08893644319 |
| Q3 | 0.7454963181 |
| 95-th percentile | 1.501853294 |
| Maximum | 2.352754892 |
| Range | 4.895835675 |
| Interquartile range (IQR) | 1.407664372 |
Descriptive statistics
| Standard deviation | 1.000002828 |
|---|---|
| Coefficient of variation (CV) | -2.13882386 × 1015 |
| Kurtosis | -0.4932515029 |
| Mean | -4.675480049 × 10-16 |
| Median Absolute Deviation (MAD) | 0.6985797069 |
| Skewness | -0.332170047 |
| Sum | -8.265033102 × 10-11 |
| Variance | 1.000005657 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.4145901412 | 401 | 0.2% |
| 0.4461050152 | 401 | 0.2% |
| 0.2517632922 | 399 | 0.2% |
| 0.1519661912 | 398 | 0.2% |
| 0.4566099732 | 394 | 0.2% |
| 0.3620653512 | 394 | 0.2% |
| 0.0311591742 | 391 | 0.2% |
| 0.4618624522 | 391 | 0.2% |
| 0.1677236282 | 388 | 0.2% |
| 0.07843148519 | 387 | 0.2% |
| Other values (1285) | 172830 |
| Value | Count | Frequency (%) |
| -2.543080783 | 1 | < 0.1% |
| -2.542555536 | 1 | < 0.1% |
| -2.54150504 | 1 | < 0.1% |
| -2.540979792 | 1 | < 0.1% |
| -2.5388788 | 1 | < 0.1% |
| -2.536777809 | 2 | |
| -2.536252561 | 1 | < 0.1% |
| -2.535202065 | 1 | < 0.1% |
| -2.532050578 | 1 | < 0.1% |
| -2.531000082 | 3 |
| Value | Count | Frequency (%) |
| 2.352754892 | 1 | < 0.1% |
| 2.342249934 | 2 | < 0.1% |
| 2.336997455 | 1 | < 0.1% |
| 2.331744976 | 1 | < 0.1% |
| 2.315987539 | 1 | < 0.1% |
| 2.31073506 | 2 | < 0.1% |
| 2.305482581 | 5 | |
| 2.300230102 | 3 | |
| 2.294977623 | 5 | |
| 2.289725144 | 2 | < 0.1% |
duration_ms
Real number (ℝ)
| Distinct | 70749 |
|---|---|
| Distinct (%) | 40.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -9.871887037 × 10-17 |
| Minimum | -1.691329188 |
|---|---|
| Maximum | 40.73767056 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 106403 |
| Negative (%) | 60.2% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | -1.691329188 |
|---|---|
| 5-th percentile | -1.054257856 |
| Q1 | -0.4434368113 |
| median | -0.1277591013 |
| Q3 | 0.2484030709 |
| 95-th percentile | 1.360609199 |
| Maximum | 40.73767056 |
| Range | 42.42899974 |
| Interquartile range (IQR) | 0.6918398822 |
Descriptive statistics
| Standard deviation | 1.000002828 |
|---|---|
| Coefficient of variation (CV) | -1.012980421 × 1016 |
| Kurtosis | 218.0688725 |
| Mean | -9.871887037 × 10-17 |
| Median Absolute Deviation (MAD) | 0.3426750501 |
| Skewness | 9.449356032 |
| Sum | -1.745092959 × 10-11 |
| Variance | 1.000005657 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.02967366347 | 98 | 0.1% |
| -0.3381061928 | 90 | 0.1% |
| -0.4300511569 | 77 | < 0.1% |
| -0.1542162647 | 70 | < 0.1% |
| -0.2768095501 | 59 | < 0.1% |
| -0.2001887467 | 56 | < 0.1% |
| -0.3840786749 | 53 | < 0.1% |
| -0.2155129074 | 52 | < 0.1% |
| -0.2921337108 | 52 | < 0.1% |
| -0.0438823078 | 49 | < 0.1% |
| Other values (70739) | 176118 |
| Value | Count | Frequency (%) |
| -1.691329188 | 1 | |
| -1.690394414 | 1 | |
| -1.684211115 | 1 | |
| -1.681728601 | 1 | |
| -1.680901097 | 1 | |
| -1.680809152 | 1 | |
| -1.678970252 | 1 | |
| -1.677338229 | 1 | |
| -1.674166128 | 1 | |
| -1.672534105 | 1 |
| Value | Count | Frequency (%) |
| 40.73767056 | 1 | |
| 40.24027129 | 1 | |
| 35.20326564 | 1 | |
| 35.20309708 | 1 | |
| 34.99952327 | 1 | |
| 34.9053563 | 1 | |
| 33.91132397 | 1 | |
| 32.65476578 | 1 | |
| 31.42527006 | 1 | |
| 31.16351041 | 1 |
| Distinct | 2517 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.122550419 × 10-17 |
| Minimum | -2.01931317 |
|---|---|
| Maximum | 1.602298366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 81151 |
| Negative (%) | 45.9% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | -2.01931317 |
|---|---|
| 5-th percentile | -1.785916772 |
| Q1 | -0.7722799726 |
| median | 0.1267970165 |
| Q3 | 0.8409831732 |
| 95-th percentile | 1.413782223 |
| Maximum | 1.602298366 |
| Range | 3.621611536 |
| Interquartile range (IQR) | 1.613263146 |
Descriptive statistics
| Standard deviation | 1.000002828 |
|---|---|
| Coefficient of variation (CV) | -1.403995437 × 1016 |
| Kurtosis | -0.983619551 |
| Mean | -7.122550419 × 10-17 |
| Median Absolute Deviation (MAD) | 0.783067055 |
| Skewness | -0.3308594888 |
| Sum | -1.259081728 × 10-11 |
| Variance | 1.000005657 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.5944620632 | 278 | 0.2% |
| 1.036749937 | 275 | 0.2% |
| 0.5908367528 | 269 | 0.2% |
| 0.6270898572 | 266 | 0.2% |
| 1.094754904 | 266 | 0.2% |
| 0.427697783 | 265 | 0.1% |
| 0.4675761978 | 264 | 0.1% |
| 0.5690848902 | 264 | 0.1% |
| 0.4313230935 | 262 | 0.1% |
| 0.6162139259 | 260 | 0.1% |
| Other values (2507) | 174105 |
| Value | Count | Frequency (%) |
| -2.01931317 | 1 | |
| -2.019031484 | 1 | |
| -2.018603697 | 1 | |
| -2.018538441 | 1 | |
| -2.018505814 | 2 | |
| -2.018447809 | 1 | |
| -2.018433307 | 2 | |
| -2.018418806 | 1 | |
| -2.018397054 | 1 | |
| -2.017893136 | 1 |
| Value | Count | Frequency (%) |
| 1.602298366 | 17 | < 0.1% |
| 1.598673055 | 44 | < 0.1% |
| 1.595047745 | 56 | < 0.1% |
| 1.591422434 | 96 | |
| 1.587797124 | 141 | |
| 1.584171813 | 116 | |
| 1.580546503 | 124 | |
| 1.576921192 | 125 | |
| 1.573295882 | 135 | |
| 1.569670572 | 168 |
| Distinct | 5400 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -5.78807709 × 10-17 |
| Minimum | -0.5328409035 |
|---|---|
| Maximum | 2.560661631 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 136364 |
| Negative (%) | 77.1% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | -0.5328409035 |
|---|---|
| 5-th percentile | -0.5328409035 |
| Q1 | -0.5328409035 |
| median | -0.5326229029 |
| Q3 | -0.2516697022 |
| 95-th percentile | 2.288160907 |
| Maximum | 2.560661631 |
| Range | 3.093502535 |
| Interquartile range (IQR) | 0.2811712013 |
Descriptive statistics
| Standard deviation | 1.000002828 |
|---|---|
| Coefficient of variation (CV) | -1.727694384 × 1016 |
| Kurtosis | 0.7246746503 |
| Mean | -5.78807709 × 10-17 |
| Median Absolute Deviation (MAD) | 0.000218000579 |
| Skewness | 1.578600221 |
| Sum | -1.023181539 × 10-11 |
| Variance | 1.000005657 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.5328409035 | 58215 | |
| 2.285064308 | 207 | 0.1% |
| 2.291257506 | 206 | 0.1% |
| 2.309837101 | 205 | 0.1% |
| 2.325320097 | 200 | 0.1% |
| 2.297450705 | 199 | 0.1% |
| 2.288160907 | 196 | 0.1% |
| 2.272677912 | 194 | 0.1% |
| 2.254098317 | 194 | 0.1% |
| 2.251001718 | 193 | 0.1% |
| Other values (5390) | 116765 |
| Value | Count | Frequency (%) |
| -0.5328409035 | 58215 | |
| -0.5328378069 | 28 | < 0.1% |
| -0.5328377759 | 70 | < 0.1% |
| -0.532837745 | 65 | < 0.1% |
| -0.532837714 | 53 | < 0.1% |
| -0.532837683 | 78 | < 0.1% |
| -0.5328376521 | 72 | < 0.1% |
| -0.5328376211 | 68 | < 0.1% |
| -0.5328375901 | 60 | < 0.1% |
| -0.5328375592 | 62 | < 0.1% |
| Value | Count | Frequency (%) |
| 2.560661631 | 1 | < 0.1% |
| 2.557565032 | 1 | < 0.1% |
| 2.554468433 | 2 | < 0.1% |
| 2.551371834 | 3 | < 0.1% |
| 2.545178635 | 6 | |
| 2.542082036 | 8 | |
| 2.538985437 | 9 | |
| 2.535888838 | 9 | |
| 2.532792239 | 5 | |
| 2.52969564 | 10 |
| Distinct | 1732 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.215598383 × 10-18 |
| Minimum | -1.01817084 |
|---|---|
| Maximum | 3.674750545 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 123047 |
| Negative (%) | 69.6% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | -1.01817084 |
|---|---|
| 5-th percentile | -0.7664013155 |
| Q1 | -0.6019668623 |
| median | -0.4479576482 |
| Q3 | 0.2486378741 |
| 95-th percentile | 2.494803028 |
| Maximum | 3.674750545 |
| Range | 4.692921385 |
| Interquartile range (IQR) | 0.8506047364 |
Descriptive statistics
| Standard deviation | 1.000002828 |
|---|---|
| Coefficient of variation (CV) | 3.109849892 × 1017 |
| Kurtosis | 3.163315123 |
| Mean | 3.215598383 × 10-18 |
| Median Absolute Deviation (MAD) | 0.2321985074 |
| Skewness | 1.957001101 |
| Sum | 5.684341886 × 10-13 |
| Variance | 1.000005657 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.5379938041 | 2106 | 1.2% |
| -0.5427325492 | 2004 | 1.1% |
| -0.5522100393 | 1907 | 1.1% |
| -0.5474712942 | 1867 | 1.1% |
| -0.5569487843 | 1813 | 1.0% |
| -0.5332550591 | 1810 | 1.0% |
| -0.5616875294 | 1746 | 1.0% |
| -0.5664262744 | 1730 | 1.0% |
| -0.5711650195 | 1674 | 0.9% |
| -0.5806425096 | 1612 | 0.9% |
| Other values (1722) | 158505 |
| Value | Count | Frequency (%) |
| -1.01817084 | 1 | |
| -1.015659305 | 1 | |
| -1.014237682 | 1 | |
| -1.007603439 | 1 | |
| -1.007129564 | 1 | |
| -1.00665569 | 1 | |
| -1.005707941 | 1 | |
| -1.005234066 | 1 | |
| -1.002390819 | 1 | |
| -0.999547572 | 1 |
| Value | Count | Frequency (%) |
| 3.674750545 | 5 | |
| 3.6700118 | 1 | < 0.1% |
| 3.665273055 | 3 | < 0.1% |
| 3.66053431 | 1 | < 0.1% |
| 3.655795565 | 9 | |
| 3.65105682 | 4 | < 0.1% |
| 3.646318075 | 4 | < 0.1% |
| 3.64157933 | 8 | |
| 3.636840585 | 10 | |
| 3.63210184 | 7 |
| Distinct | 27923 |
|---|---|
| Distinct (%) | 15.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.31533303 × 10-16 |
| Minimum | -6.617023996 |
|---|---|
| Maximum | 2.170515831 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 65570 |
| Negative (%) | 37.1% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | -6.617023996 |
|---|---|
| 5-th percentile | -2.097619516 |
| Q1 | -0.4242640382 |
| median | 0.3043695376 |
| Q3 | 0.7046489269 |
| 95-th percentile | 1.056926061 |
| Maximum | 2.170515831 |
| Range | 8.787539827 |
| Interquartile range (IQR) | 1.128912965 |
Descriptive statistics
| Standard deviation | 1.000002828 |
|---|---|
| Coefficient of variation (CV) | -2.317324808 × 1015 |
| Kurtosis | 2.325334354 |
| Mean | -4.31533303 × 10-16 |
| Median Absolute Deviation (MAD) | 0.4885441218 |
| Skewness | -1.475318571 |
| Sum | -7.628386811 × 10-11 |
| Variance | 1.000005657 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6130224729 | 35 | < 0.1% |
| 0.7363898316 | 35 | < 0.1% |
| 0.6887002949 | 34 | < 0.1% |
| 0.64976687 | 34 | < 0.1% |
| 0.8344270101 | 33 | < 0.1% |
| 0.7346698811 | 33 | < 0.1% |
| 0.7535893366 | 32 | < 0.1% |
| 0.7282591565 | 32 | < 0.1% |
| 0.7313863392 | 32 | < 0.1% |
| 0.8012788732 | 32 | < 0.1% |
| Other values (27913) | 176442 |
| Value | Count | Frequency (%) |
| -6.617023996 | 1 | |
| -5.868376451 | 1 | |
| -5.857431311 | 1 | |
| -5.841795398 | 1 | |
| -5.831319335 | 1 | |
| -5.770964709 | 1 | |
| -5.761426801 | 1 | |
| -5.686687134 | 1 | |
| -5.626488867 | 1 | |
| -5.615543727 | 1 |
| Value | Count | Frequency (%) |
| 2.170515831 | 1 | |
| 1.889851181 | 1 | |
| 1.881095069 | 1 | |
| 1.836845434 | 1 | |
| 1.832936455 | 1 | |
| 1.794941185 | 1 | |
| 1.790563129 | 1 | |
| 1.784465123 | 1 | |
| 1.781807018 | 1 | |
| 1.757102274 | 1 |
| Distinct | 1641 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.746427603 × 10-17 |
| Minimum | -0.5147936916 |
|---|---|
| Maximum | 4.108773289 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 139845 |
| Negative (%) | 79.1% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | -0.5147936916 |
|---|---|
| 5-th percentile | -0.4834740169 |
| Q1 | -0.4433456836 |
| median | -0.381685074 |
| Q3 | -0.1242764974 |
| 95-th percentile | 3.203438942 |
| Maximum | 4.108773289 |
| Range | 4.623566981 |
| Interquartile range (IQR) | 0.3190691862 |
Descriptive statistics
| Standard deviation | 1.000002828 |
|---|---|
| Coefficient of variation (CV) | 1.143327166 × 1016 |
| Kurtosis | 8.960397733 |
| Mean | 8.746427603 × 10-17 |
| Median Absolute Deviation (MAD) | 0.08319288598 |
| Skewness | 3.102434519 |
| Sum | 1.546140993 × 10-11 |
| Variance | 1.000005657 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.4457925332 | 504 | 0.3% |
| -0.4462819031 | 502 | 0.3% |
| -0.4404094641 | 500 | 0.3% |
| -0.4653673299 | 491 | 0.3% |
| -0.4585161511 | 489 | 0.3% |
| -0.4355157649 | 479 | 0.3% |
| -0.4555799316 | 478 | 0.3% |
| -0.4526437121 | 477 | 0.3% |
| -0.447260643 | 472 | 0.3% |
| -0.4565586714 | 471 | 0.3% |
| Other values (1631) | 171911 |
| Value | Count | Frequency (%) |
| -0.5147936916 | 2 | < 0.1% |
| -0.5143043217 | 1 | < 0.1% |
| -0.5138149517 | 5 | < 0.1% |
| -0.5133255818 | 4 | < 0.1% |
| -0.5128362119 | 4 | < 0.1% |
| -0.512346842 | 3 | < 0.1% |
| -0.5118574721 | 12 | |
| -0.5113681022 | 9 | |
| -0.5108787322 | 6 | < 0.1% |
| -0.5103893623 | 18 |
| Value | Count | Frequency (%) |
| 4.108773289 | 1 | < 0.1% |
| 4.098985891 | 11 | < 0.1% |
| 4.094092192 | 13 | < 0.1% |
| 4.089198492 | 21 | < 0.1% |
| 4.084304793 | 42 | |
| 4.079411094 | 41 | |
| 4.074517395 | 71 | |
| 4.069623696 | 59 | |
| 4.064729997 | 73 | |
| 4.059836297 | 92 |
tempo
Real number (ℝ)
| Distinct | 78510 |
|---|---|
| Distinct (%) | 44.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.331564314 × 10-17 |
| Minimum | -2.771737342 |
|---|---|
| Maximum | 4.012747378 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 92150 |
| Negative (%) | 52.1% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | -2.771737342 |
|---|---|
| 5-th percentile | -1.377271367 |
| Q1 | -0.8043951134 |
| median | -0.07014137819 |
| Q3 | 0.6894196177 |
| 95-th percentile | 1.815855286 |
| Maximum | 4.012747378 |
| Range | 6.784484721 |
| Interquartile range (IQR) | 1.493814731 |
Descriptive statistics
| Standard deviation | 1.000002828 |
|---|---|
| Coefficient of variation (CV) | -1.363969251 × 1016 |
| Kurtosis | -0.4843330039 |
| Mean | -7.331564314 × 10-17 |
| Median Absolute Deviation (MAD) | 0.7367756823 |
| Skewness | 0.4067262004 |
| Sum | -1.29602995 × 10-11 |
| Variance | 1.000005657 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.08936379726 | 43 | < 0.1% |
| 0.08952341417 | 43 | < 0.1% |
| 0.08926802711 | 40 | < 0.1% |
| 0.0894595674 | 39 | < 0.1% |
| 0.08977880122 | 39 | < 0.1% |
| 0.08917225697 | 38 | < 0.1% |
| 0.08974687784 | 37 | < 0.1% |
| 0.08942764402 | 37 | < 0.1% |
| 0.08907648683 | 37 | < 0.1% |
| 0.08878917639 | 37 | < 0.1% |
| Other values (78500) | 176384 |
| Value | Count | Frequency (%) |
| -2.771737342 | 1 | |
| -2.750859451 | 1 | |
| -2.729917713 | 1 | |
| -2.720372622 | 1 | |
| -2.717435671 | 1 | |
| -2.712200236 | 1 | |
| -2.705592096 | 1 | |
| -2.70374054 | 1 | |
| -2.669135594 | 1 | |
| -2.662782842 | 1 |
| Value | Count | Frequency (%) |
| 4.012747378 | 1 | |
| 3.915221448 | 1 | |
| 3.817887058 | 1 | |
| 3.815843962 | 1 | |
| 3.774694723 | 1 | |
| 3.757998794 | 1 | |
| 3.686713884 | 1 | |
| 3.683904626 | 1 | |
| 3.617184759 | 1 | |
| 3.597200722 | 1 |
| Distinct | 1692 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.101444641 × 10-16 |
| Minimum | -1.686195331 |
|---|---|
| Maximum | 2.047668184 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 90598 |
| Negative (%) | 51.3% |
| Memory size | 1.3 MiB |
Quantile statistics
| Minimum | -1.686195331 |
|---|---|
| 5-th percentile | -1.530866609 |
| Q1 | -0.8572776309 |
| median | -0.04329538459 |
| Q3 | 0.8042916333 |
| 95-th percentile | 1.681749559 |
| Maximum | 2.047668184 |
| Range | 3.733863515 |
| Interquartile range (IQR) | 1.661569264 |
Descriptive statistics
| Standard deviation | 1.000002828 |
|---|---|
| Coefficient of variation (CV) | 3.224313004 × 1015 |
| Kurtosis | -1.072704049 |
| Mean | 3.101444641 × 10-16 |
| Median Absolute Deviation (MAD) | 0.8289177003 |
| Skewness | 0.1485498649 |
| Sum | 5.482547749 × 10-11 |
| Variance | 1.000005657 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.902047507 | 396 | 0.2% |
| 1.90578137 | 332 | 0.2% |
| 1.909515234 | 300 | 0.2% |
| 1.913249097 | 292 | 0.2% |
| -0.3494721928 | 263 | 0.1% |
| -0.278528786 | 244 | 0.1% |
| -0.3718753739 | 244 | 0.1% |
| -0.4241494631 | 243 | 0.1% |
| -0.2001176522 | 241 | 0.1% |
| -0.3046658306 | 239 | 0.1% |
| Other values (1682) | 173980 |
| Value | Count | Frequency (%) |
| -1.686195331 | 28 | |
| -1.639895424 | 1 | < 0.1% |
| -1.633547856 | 1 | < 0.1% |
| -1.620479333 | 1 | < 0.1% |
| -1.619732561 | 1 | < 0.1% |
| -1.618985788 | 1 | < 0.1% |
| -1.618612402 | 1 | < 0.1% |
| -1.616372083 | 1 | < 0.1% |
| -1.614131765 | 1 | < 0.1% |
| -1.611144675 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2.047668184 | 6 | |
| 2.04393432 | 1 | < 0.1% |
| 2.040200457 | 1 | < 0.1% |
| 2.03273273 | 1 | < 0.1% |
| 2.028998866 | 1 | < 0.1% |
| 2.025265003 | 1 | < 0.1% |
| 2.017797276 | 2 | < 0.1% |
| 2.014063412 | 4 | |
| 2.010329549 | 5 | |
| 2.006595685 | 9 |
mode_ohe
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 176774 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 116619 | |
| 0 | 60155 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 1 | 116619 | |
| 0 | 60155 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 116619 | |
| 0 | 60155 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 176774 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 116619 | |
| 0 | 60155 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 176774 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 116619 | |
| 0 | 60155 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 176774 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 116619 | |
| 0 | 60155 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| popularity | acousticness | danceability | duration_ms | energy | instrumentalness | liveness | loudness | speechiness | tempo | valence | mode_ohe | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -2.085747 | 0.564740 | -0.798733 | -1.047822 | 1.279646 | -0.532841 | 0.575611 | 1.299283 | -0.366515 | 1.588677 | 1.353170 | 1 |
| 1 | -2.028246 | -0.431708 | 0.257016 | -0.756663 | 0.652467 | -0.532841 | -0.348444 | 0.715907 | -0.198661 | 1.813226 | 1.360637 | 0 |
| 2 | -1.913244 | 1.495668 | 0.640447 | -0.504626 | -1.544471 | -0.532841 | -0.575904 | -0.585001 | -0.446282 | -0.565544 | -0.312134 | 0 |
| 3 | -2.085747 | 0.815900 | -1.581352 | -0.641318 | -0.837536 | -0.532841 | -0.597228 | -0.319034 | -0.430133 | 1.741558 | -0.838608 | 1 |
| 4 | -1.855743 | 1.490208 | -1.103376 | -1.176146 | -1.203692 | -0.151959 | -0.106768 | -1.721889 | -0.400281 | 0.746124 | -0.229989 | 1 |
| 5 | -2.085747 | 0.941479 | 0.193986 | -0.578489 | -1.675707 | -0.532841 | -0.556949 | -0.755589 | 0.076365 | -0.948912 | -0.349472 | 1 |
| 6 | -1.970745 | -0.164169 | 0.850546 | -0.182620 | -1.040553 | -0.532841 | -0.566426 | -0.396745 | 4.040262 | -1.095951 | 0.303954 | 1 |
| 7 | -1.223231 | 1.460179 | -0.656916 | 0.030187 | -1.044178 | -0.532841 | -0.528516 | 0.185849 | -0.483474 | -0.650492 | -0.663117 | 1 |
| 8 | -2.085747 | -1.100448 | 1.013373 | -0.076063 | -0.275612 | -0.530178 | -0.701481 | 0.377233 | -0.398324 | 0.251439 | 1.170210 | 1 |
| 9 | -1.510736 | -0.232419 | 0.299036 | -0.639272 | 0.536457 | -0.528970 | 0.589828 | 0.367070 | -0.485921 | 0.647800 | 0.994719 | 1 |
Last rows
| popularity | acousticness | danceability | duration_ms | energy | instrumentalness | liveness | loudness | speechiness | tempo | valence | mode_ohe | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 176764 | 0.329300 | -0.908365 | 1.554378 | 0.000044 | -0.058094 | -0.532841 | -0.343705 | 0.792679 | 0.042109 | -0.422432 | 0.755751 | 1 |
| 176765 | 0.271798 | -1.098755 | 1.170947 | 0.045097 | 0.724973 | -0.372747 | -0.580643 | 0.482932 | -0.381685 | -0.069838 | 0.811759 | 0 |
| 176766 | 0.099295 | -0.999274 | 0.467115 | -0.039768 | 0.355192 | -0.514076 | -0.267885 | 0.536250 | -0.444324 | -0.485066 | -0.457754 | 0 |
| 176767 | 0.156796 | 0.482840 | 0.619437 | 0.302988 | 0.315313 | -0.532841 | -0.731808 | 0.879928 | -0.208448 | 0.851822 | 0.725880 | 1 |
| 176768 | 0.156796 | -0.794798 | 0.367318 | 0.332402 | -0.232109 | -0.532841 | -0.566426 | 0.131436 | -0.450197 | -0.040979 | -0.032094 | 1 |
| 176769 | 0.156796 | -0.472658 | 1.023878 | -0.103133 | 0.521956 | -0.532841 | -0.102029 | 0.905727 | -0.134064 | -0.549487 | 1.188880 | 0 |
| 176770 | 0.386801 | -0.819368 | 1.370541 | -0.267822 | -0.148727 | -0.531339 | -0.566426 | 0.175686 | 0.418924 | 1.866315 | 0.113527 | 1 |
| 176771 | -0.245712 | 0.441890 | -0.620148 | -0.700775 | -0.797657 | -0.532841 | 0.243899 | -0.461947 | -0.410069 | -1.186933 | 0.169535 | 0 |
| 176772 | 0.099295 | -1.013470 | 1.281249 | 0.354906 | 0.456700 | -0.530116 | 0.059088 | 0.499349 | -0.458516 | -0.107699 | 1.931918 | 0 |
| 176773 | -0.073208 | -0.837659 | 1.139432 | 0.665833 | -0.315491 | -0.532689 | -0.667835 | 0.536250 | -0.482985 | -0.105560 | 0.102325 | 0 |
Most frequently occurring
| popularity | acousticness | danceability | duration_ms | energy | instrumentalness | liveness | loudness | speechiness | tempo | valence | mode_ohe | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5 | -2.085747 | -1.095015 | 0.409338 | 0.057648 | 1.297772 | 0.987589 | 0.585089 | 1.072406 | -0.480048 | -0.421283 | 0.337559 | 0 | 4 |
| 40 | -2.085747 | 0.488300 | 0.356813 | -0.778530 | -0.177729 | -0.186022 | -0.779196 | -0.090906 | 0.095940 | 2.645437 | 1.842306 | 1 | 3 |
| 44 | -2.085747 | 0.794060 | 0.950343 | -1.022184 | -0.808533 | -0.532781 | -0.635138 | -0.064325 | -0.490325 | -1.189295 | 1.218750 | 1 | 3 |
| 57 | -2.085747 | 1.563918 | 0.519640 | -1.205745 | -0.692523 | 2.535889 | -0.471651 | -0.928991 | -0.184958 | 0.406108 | 1.924451 | 1 | 3 |
| 0 | -2.085747 | -1.103271 | 0.204491 | -0.455842 | 0.750350 | 1.421113 | -0.585381 | 0.086561 | -0.418877 | 0.895589 | 0.972315 | 1 | 2 |
| 1 | -2.085747 | -1.103246 | 0.608932 | -0.188236 | 0.880862 | 0.136025 | -0.668309 | 0.150199 | -0.424750 | 0.206012 | 1.823636 | 1 | 2 |
| 2 | -2.085747 | -1.103173 | 0.467115 | 0.161561 | -0.210357 | 2.223132 | -0.102029 | -0.187536 | -0.465367 | 0.218941 | 0.498115 | 1 | 2 |
| 3 | -2.085747 | -1.102394 | 0.067927 | 0.523303 | 0.496579 | -0.037385 | -0.650302 | 0.113611 | -0.465857 | 0.329364 | 0.072454 | 0 | 2 |
| 4 | -2.085747 | -1.098837 | 0.393580 | -0.755467 | 0.605338 | 0.451878 | -0.724226 | 0.437588 | -0.461942 | 0.455876 | 1.013388 | 1 | 2 |
| 6 | -2.085747 | -1.094032 | 0.934586 | -0.763589 | 0.271809 | 0.086479 | 0.281809 | 0.013542 | -0.259343 | 0.284128 | 1.476387 | 1 | 2 |